{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview\n",
    "This notebook introduces you MONAI's image transformation module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 0.0.1\n",
      "Python version: 3.5.6 |Anaconda, Inc.| (default, Aug 26 2018, 16:30:03)  [GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n",
      "Numpy version: 1.18.2\n",
      "Pytorch version: 1.4.0\n",
      "Ignite version: 0.3.0\n"
     ]
    }
   ],
   "source": [
    "# Copyright 2020 MONAI Consortium\n",
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#     http://www.apache.org/licenses/LICENSE-2.0\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License.\n",
    "\n",
    "import sys\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# assumes the framework is found here, change as necessary\n",
    "sys.path.append(\"../..\")\n",
    "import monai\n",
    "from monai.transforms import \\\n",
    "    LoadNifti, LoadNiftid, AddChanneld, ScaleIntensityRanged, \\\n",
    "    Rand3DElasticd, RandAffined, \\\n",
    "    Spacingd, Orientationd\n",
    "\n",
    "monai.config.print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data sources\n",
    "Starting from a list of filenames. \n",
    "\n",
    "The following is a simple python script\n",
    "to group pairs of image and label from `Task09_Spleen/imagesTr` and `Task09_Spleen/labelsTr`\n",
    "folder. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_root = 'temp/Task09_Spleen'\n",
    "\n",
    "import os\n",
    "import glob\n",
    "train_images = sorted(glob.glob(os.path.join(data_root, 'imagesTr', '*.nii.gz')))\n",
    "train_labels = sorted(glob.glob(os.path.join(data_root, 'labelsTr', '*.nii.gz')))\n",
    "data_dicts = [{'image': image_name, 'label': label_name}\n",
    "              for image_name, label_name in zip(train_images, train_labels)]\n",
    "train_data_dicts, val_data_dicts = data_dicts[:-9], data_dicts[-9:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The image file names are organised into a list of dictionaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'image': 'temp/Task09_Spleen/imagesTr/spleen_10.nii.gz',\n",
       " 'label': 'temp/Task09_Spleen/labelsTr/spleen_10.nii.gz'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data_dicts[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The list of data dictionaries, `train_data_dicts`, could be used by\n",
    "PyTorch's data loader.\n",
    "\n",
    "For example,\n",
    "\n",
    "```python\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "data_loader = DataLoader(train_data_dicts)\n",
    "for training_sample in data_loader:\n",
    "    # run the deep learning training with training_sample\n",
    "```\n",
    "\n",
    "The rest of this tutorial presents a set of \"transforms\"\n",
    "converting `train_data_dict` into data arrays that\n",
    "will eventually be consumed by the deep learning models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the NIfTI files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One design choice of MONAI is that it provides not only the high-level workflow components,\n",
    "but also relatively lower level APIs in their minimal functioning form.\n",
    "\n",
    "For example, a `LoadNifti` class is a simple callable wrapper of the underlying `Nibabel` image loader.\n",
    "After constructing the loader with a few necessary system parameters,\n",
    "calling the loader instance with a NIfTI filename will return the image data arrays, as well as the metadata -- such as affine information and voxel sizes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "loader = LoadNifti(dtype=np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input: temp/Task09_Spleen/imagesTr/spleen_10.nii.gz\n",
      "image shape (512, 512, 55)\n",
      "image affine [[   0.97656202    0.            0.         -499.02319336]\n",
      " [   0.            0.97656202    0.         -499.02319336]\n",
      " [   0.            0.            5.            0.        ]\n",
      " [   0.            0.            0.            1.        ]]\n",
      "image pixdim [1.       0.976562 0.976562 5.       0.       0.       0.       0.      ]\n"
     ]
    }
   ],
   "source": [
    "image, metadata = loader(train_data_dicts[0]['image'])\n",
    "print('input:', train_data_dicts[0]['image'])\n",
    "print('image shape', image.shape)\n",
    "print('image affine', metadata['affine'])\n",
    "print('image pixdim', metadata['pixdim'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oftentimes, we want to load a group of inputs as a training sample.\n",
    "For example training a supervised image segmentation network requires a pair of image and label as a training sample.\n",
    "\n",
    "To ensure a group of inputs are beining preprocessed consistently,\n",
    "MONAI also provides dictionary-based interfaces for the minimal functioning transforms.\n",
    "\n",
    "`LoadNiftid` is the corresponding dict-based version of `LoadNifti`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "loader = LoadNiftid(keys=('image', 'label'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input: {'image': 'temp/Task09_Spleen/imagesTr/spleen_10.nii.gz', 'label': 'temp/Task09_Spleen/labelsTr/spleen_10.nii.gz'}\n",
      "image shape (512, 512, 55)\n",
      "label shape (512, 512, 55)\n",
      "image pixdim [1.       0.976562 0.976562 5.       0.       0.       0.       0.      ]\n"
     ]
    }
   ],
   "source": [
    "data_dict = loader(train_data_dicts[0])\n",
    "print('input:', train_data_dicts[0])\n",
    "print('image shape', data_dict['image'].shape)\n",
    "print('label shape', data_dict['label'].shape)\n",
    "print('image pixdim', data_dict['image.pixdim'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image, label = data_dict['image'], data_dict['label']\n",
    "plt.figure('visualise', (8, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[:, :, 30], cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[:, :, 30])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add the channel dimension"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of MONAI's image transformations assume that the input data has the shape:\n",
    "\n",
    "`[num_channels, spatial_dim_1, spatial_dim_2, ... ,spatial_dim_n]`\n",
    "\n",
    "so that they could be interpreted consistently (as \"channel-first\" is commonly used in PyTorch).\n",
    "\n",
    "Here the input image has shape `(512, 512, 55)` which isn't in the acceptable shape (missing the channel dimension),\n",
    "\n",
    "we therefore create a transform which is called to updat the shape:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape (1, 512, 512, 55)\n"
     ]
    }
   ],
   "source": [
    "add_channel = AddChanneld(keys=['image', 'label'])\n",
    "datac_dict = add_channel(data_dict)\n",
    "print('image shape', datac_dict['image'].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to do some intensity and spatial transforms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resample to a consistent voxel size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input volumes might have different voxel sizes.\n",
    "\n",
    "The following transform is created to normlise the volumes to have (1.5, 1.5, 5.) millimetre voxel size.\n",
    "\n",
    "The transform is set to read the original voxel size information from `data_dict['image.affine']`,\n",
    "which is from the corresponding NIfTI file, loaded earlier by `LoadNiftid`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "spacing = Spacingd(keys=['image', 'label'], \n",
    "                   pixdim=(1.5, 1.5, 5.), interp_order=(2, 0), mode='nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape: (1, 334, 334, 55)\n",
      "label shape: (1, 334, 334, 55)\n",
      "image affine after Spacing\n",
      " [[   1.5           0.            0.         -499.02319336]\n",
      " [   0.            1.5           0.         -499.02319336]\n",
      " [   0.            0.            5.            0.        ]\n",
      " [   0.            0.            0.            1.        ]]\n",
      "label affine after Spacing\n",
      " [[   1.5           0.            0.         -499.02319336]\n",
      " [   0.            1.5           0.         -499.02319336]\n",
      " [   0.            0.            5.            0.        ]\n",
      " [   0.            0.            0.            1.        ]]\n"
     ]
    }
   ],
   "source": [
    "data_dict = spacing(datac_dict)\n",
    "print('image shape:', data_dict['image'].shape)\n",
    "print('label shape:', data_dict['label'].shape)\n",
    "print('image affine after Spacing\\n', data_dict['image.affine']) \n",
    "print('label affine after Spacing\\n', data_dict['label.affine'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To track the spacing changes, the data_dict was updated by `Spacingd`:\n",
    "\n",
    "- An `image.original_affine` key is added to the `data_dict`, logs the original affine.\n",
    "\n",
    "- An `image.affine` key is updated to have the current affine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image, label = data_dict['image'], data_dict['label']\n",
    "plt.figure('visualise', (8, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[0, :, :, 30], cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[0, :, :, 30])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reorientation to a designated axes codes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes it is nice to have all the input volumes in a consistent axes orientation.\n",
    "\n",
    "The default axis labels are Left (L), Right (R), Posterior (P), Anterior (A), Inferior (I), Superior (S).\n",
    "\n",
    "The following transform is created to reorientate the volumes to have 'Posterior, Left, Inferior' (PLI) orientation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "spacing = Orientationd(keys=['image', 'label'], axcodes='PLI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape: (1, 334, 334, 55)\n",
      "label shape: (1, 334, 334, 55)\n",
      "image affine after Spacing\n",
      " [[  0.          -1.5          0.           0.47680664]\n",
      " [ -1.5          0.           0.           0.47680664]\n",
      " [  0.           0.          -5.         270.        ]\n",
      " [  0.           0.           0.           1.        ]]\n",
      "label affine after Spacing\n",
      " [[  0.          -1.5          0.           0.47680664]\n",
      " [ -1.5          0.           0.           0.47680664]\n",
      " [  0.           0.          -5.         270.        ]\n",
      " [  0.           0.           0.           1.        ]]\n"
     ]
    }
   ],
   "source": [
    "data_dict = spacing(data_dict)\n",
    "print('image shape:', data_dict['image'].shape)\n",
    "print('label shape:', data_dict['label'].shape)\n",
    "print('image affine after Spacing\\n', data_dict['image.affine']) \n",
    "print('label affine after Spacing\\n', data_dict['label.affine'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image, label = data_dict['image'], data_dict['label']\n",
    "plt.figure('visualise', (8, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[0, :, :, 30], cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[0, :, :, 30])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random affine transformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following affine transformation is defined to output a (300, 300, 50) image patch.\n",
    "\n",
    "The patch location is randomly chosen in a range of (-40, 40), (-40, 40), (-2, 2) in x, y, and z axes respectively.\n",
    "The translation is relative to the image centre.\n",
    "\n",
    "The 3D rotation angle is randomly chosen from (-45, 45) degrees around the z axis, and 5 degrees around x and y axes.\n",
    "\n",
    "The random scaling factor is randomly chosen from (1.0 - 0.15, 1.0 + 0.15) along each axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "rand_affine = RandAffined(keys=['image', 'label'], mode=('bilinear', 'nearest'), prob=1.0,\n",
    "                          spatial_size=(300, 300, 50),\n",
    "                          translate_range=(40, 40, 2),\n",
    "                          rotate_range=(np.pi/36, np.pi/36, np.pi*4),\n",
    "                          scale_range=(0.15, 0.15, 0.15),\n",
    "                          padding_mode='border')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can rerun this cell to generate a different randomised version of the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape torch.Size([1, 300, 300, 50])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "affined_data_dict = rand_affine(data_dict)\n",
    "print('image shape', affined_data_dict['image'].shape)\n",
    "\n",
    "image, label = affined_data_dict['image'][0], affined_data_dict['label'][0]\n",
    "plt.figure('visualise', (12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[:, :, 15], cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[:, :, 15], cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random elastic deformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, the following elastic deformation is defined to output a (300, 300, 10) image patch.\n",
    "\n",
    "The image is resampled from a combination of affine transformations and elastic deformations.\n",
    "\n",
    "`sigma_range` controls the smoothness of the deformation (larger than 15 could be slow on CPU)\n",
    "\n",
    "`magnitude_rnage` controls the amplitude of the deformation (large than 500, the image becomes unrealistic)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "rand_elastic = Rand3DElasticd(\n",
    "    keys=['image', 'label'], mode=('bilinear', 'nearest'), prob=1.0,\n",
    "    sigma_range=(5, 8),\n",
    "    magnitude_range=(100, 200),\n",
    "    spatial_size=(300, 300, 10),\n",
    "    translate_range=(50, 50, 2),\n",
    "    rotate_range=(np.pi/36, np.pi/36, np.pi*2),\n",
    "    scale_range=(0.15, 0.15, 0.15),\n",
    "    padding_mode='border')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can rerun this cell to generate a different randomised version of the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape (1, 300, 300, 10)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "deformed_data_dict = rand_elastic(data_dict)\n",
    "print('image shape', deformed_data_dict['image'].shape)\n",
    "\n",
    "image, label = deformed_data_dict['image'][0], deformed_data_dict['label'][0]\n",
    "plt.figure('visualise', (12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[:, :, 5], cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[:, :, 5], cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
